Datasets:

hahuh
/

PaperBenchPro

license: mit
task_categories:
  - time-series-forecasting
  - time-series-classification
tags:
  - time-series
  - benchmark
  - forecasting
  - anomaly-detection
size_categories:
  - 1M<n<10M

PaperBenchPro Time Series Datasets

时序分析基准数据集合集，按任务类型组织。

📂 目录结构

dataset_by_task/
├── anomaly_detection/      # 异常检测
│   ├── MSL/
│   ├── PSM/
│   ├── SMAP/
│   ├── SMD/
│   └── SWaT/
├── classification/         # 时序分类
│   ├── EthanolConcentration/
│   ├── FaceDetection/
│   ├── Handwriting/
│   ├── Heartbeat/
│   ├── JapaneseVowels/
│   ├── PEMS-SF/
│   ├── SelfRegulationSCP1/
│   ├── SelfRegulationSCP2/
│   ├── SpokenArabicDigits/
│   └── UWaveGestureLibrary/
├── imputation/             # 数据填补
│   ├── electricity/
│   ├── ETT-small/
│   └── weather/
├── long_term_forecast/     # 长期预测
│   ├── electricity/
│   ├── ETT-small/
│   ├── exchange_rate/
│   ├── illness/
│   ├── traffic/
│   └── weather/
└── short_term_forecast/    # 短期预测
    └── m4/

📊 任务说明

任务类型	描述	数据集数量
anomaly_detection	时序异常检测	5
classification	时序分类	10
imputation	缺失值填补	6
long_term_forecast	长期预测 (96/192/336/720步)	9
short_term_forecast	短期预测 (M4竞赛)	1

🚀 使用方式

from huggingface_hub import snapshot_download

# 下载全部数据
snapshot_download(repo_id="hahuh/PaperBenchPro", repo_type="dataset")

# 只下载特定任务
snapshot_download(
    repo_id="hahuh/PaperBenchPro",
    repo_type="dataset",
    allow_patterns="anomaly_detection/*"
)

📝 引用

如果使用本数据集，请引用相关论文。